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| also: | Mountain States Western Athletic |
| Year | Seed | Record | Finishing Round | Coach |
| 1941 | - | 0 - 2 | Elite Eight (1st rd) | Everett Shelton |
| 1943 | - | 3 - 0 | National Championship (3rd rd) | Everett Shelton |
| 1947 | - | 0 - 2 | Elite Eight (1st rd) | Everett Shelton |
| 1948 | - | 0 - 2 | Elite Eight (1st rd) | Everett Shelton |
| 1949 | - | 0 - 2 | Elite Eight (1st rd) | Everett Shelton |
| 1952 | - | 1 - 1 | Elite Eight (2nd rd) | Everett Shelton |
| 1953 | - | 0 - 2 | Sweet Sixteen (2nd rd) | Everett Shelton |
| 1958 | - | 0 - 1 | Round of 32 (1st rd) | Everett Shelton |
| 1967 | - | 0 - 2 | Sweet Sixteen (2nd rd) | Bill Strannigan |
| 1981 | 5 | 1 - 1 | Round of 32 (2nd rd) | Jim Brandenburg |
| 1982 | 8 | 1 - 1 | Round of 32 (2nd rd) | Jim Brandenburg |
| 1987 | 12 | 2 - 1 | Sweet Sixteen (3rd rd) | Jim Brandenburg |
| 1988 | 7 | 0 - 1 | Round of 64 (1st rd) | Benny Dees |
| 2002 | 11 | 1 - 1 | Round of 32 (2nd rd) | Steve McClain |
